The email notification pinged. Sarah froze, her fingers hovering over her keyboard. A high school reunion. Twenty years. It was… unexpected. She slowly opened it, each click amplifying the silence of her empty office. Her fingers felt cold, the air in the room suddenly thin.

The subject line, “Save the Date: Our 20th Reunion!” shimmered on the screen. She scrolled through the text, her eyes darting across the lines, skipping over the details as if they were a threat. She felt a phantom pressure on her chest, a physical manifestation of long-forgotten anxieties. She clicked the delete button, then immediately, compulsively, retrieved the email from the trash folder.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219